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AI0-001 Machine Learning and Deep Learning Practice Question

Exhibit

Predicted Negative   Predicted Positive
Actual Negative      9000                 100
Actual Positive       500                 400

Refer to the exhibit. What is the recall of the model?

⚠ Common exam trap

CompTIA often tests the confusion between recall and precision, so candidates mistakenly compute precision (TP/(TP+FP)) instead of recall, leading them to choose 0.80.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

✓

0.44

Recall is calculated as True Positives divided by (True Positives + False Negatives). From the confusion matrix in the exhibit, True Positives = 400 and False Negatives = 500, so recall = 400 / (400 + 500) = 400 / 900 ≈ 0.44. Option A is correct because this matches the computed recall value.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • ✓

    0.44

    Why this is correct

    Recall equals true positives divided by the sum of true positives and false negatives. Reading the confusion matrix, 0.44 results from that ratio, giving the proportion of actual positives the model correctly identified. This satisfies the stem's request for the recall value derived from the exhibit.

  • ✗

    0.80

    Why it's wrong here

    0.80 is the precision (TP/(TP+FP) = 400/500 = 0.8).

  • ✗

    0.90

    Why it's wrong here

    0.90 is the specificity (TN/(TN+FP) = 9000/9100 ≈ 0.989, not 0.90).

  • ✗

    0.99

    Why it's wrong here

    0.99 is the accuracy ((9000+400)/10000 = 0.94, not 0.99).

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